• DocumentCode
    2571850
  • Title

    An MLP neural network for time delay prediction in networked control systems

  • Author

    Sadeghzadeh, Nargess ; Afshar, Ahmad ; Menhaj, Mohammad Bagher

  • Author_Institution
    Dept. of Electr. Eng., Amirkabir Univ. of Technol., Tehran
  • fYear
    2008
  • fDate
    2-4 July 2008
  • Firstpage
    5314
  • Lastpage
    5318
  • Abstract
    This paper considers networked control systems with time varying delays. The main idea is to apply a variable sampling period in order to compensate for the time delay. A feedforward multilayered neural network is first properly developed to estimate the time delay at each sampling period. Then, this predicted time delay is taken as the sampling period between the current and the next sampling steps. The simulation results show that the proposed approach makes the controller more robust for stabilizing the system by reducing remarkably the influence of the closed loop time delay.
  • Keywords
    delays; distributed parameter systems; neurocontrollers; robust control; MLP neural network; NCS; multilayer perceptron; networked control systems; time delay prediction; time varying delays; Actuators; Control system synthesis; Delay effects; Delay systems; Equations; Networked control systems; Neural networks; Neurofeedback; Sampling methods; Stability analysis; BP algorithm; Multi Layer Perceptron (MLP); Networked control systems (NCS); Neural network;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Control and Decision Conference, 2008. CCDC 2008. Chinese
  • Conference_Location
    Yantai, Shandong
  • Print_ISBN
    978-1-4244-1733-9
  • Electronic_ISBN
    978-1-4244-1734-6
  • Type

    conf

  • DOI
    10.1109/CCDC.2008.4598345
  • Filename
    4598345